OBJECT IDENTIFICATION APPARATUS, OBJECT IDENTIFICATION METHOD, AND PROGRAM
First Claim
1. An object identification apparatus comprising:
- a local descriptor matching unit for determining whether or not respective descriptors of feature points extracted from an input image and respective descriptors of feature points extracted from a reference image correctly correspond to one another;
an input image difference area descriptor extracting unit for extracting a descriptor of an area in the input image corresponding to a position of an image area obtained by performing a geometric transformation for correcting a geometric deviation between the input image and the reference image on a prescribed area of the reference image when a score based on the number of combinations of descriptors determined to correspond correctly by the local descriptor matching unit is equal to or larger than a prescribed value; and
a descriptor matching unit for matching the descriptor extracted by the input image difference area descriptor extracting unit with a descriptor extracted from the prescribed area of the reference image, and for outputting a matching result.
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Abstract
An input image showing a same object as an object shown in a reference image is identified more accurately. A difference area in the input image is determined by converting a difference area in the reference image, on a basis of geometric transformation information calculated by an analysis using a local descriptor. By matching a descriptor extracted from the difference area in the input image with the difference area in the reference image, fine differences that cannot be identified by conventional matching using only a local descriptor can be distinguished and images showing a same object can be exclusively identified.
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Citations
10 Claims
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1. An object identification apparatus comprising:
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a local descriptor matching unit for determining whether or not respective descriptors of feature points extracted from an input image and respective descriptors of feature points extracted from a reference image correctly correspond to one another; an input image difference area descriptor extracting unit for extracting a descriptor of an area in the input image corresponding to a position of an image area obtained by performing a geometric transformation for correcting a geometric deviation between the input image and the reference image on a prescribed area of the reference image when a score based on the number of combinations of descriptors determined to correspond correctly by the local descriptor matching unit is equal to or larger than a prescribed value; and a descriptor matching unit for matching the descriptor extracted by the input image difference area descriptor extracting unit with a descriptor extracted from the prescribed area of the reference image, and for outputting a matching result. - View Dependent Claims (2, 3, 4, 5, 6, 7, 8)
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9. An object identification method comprising:
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a local descriptor matching step of determining whether or not respective descriptors of feature points extracted from an input image and respective descriptors of feature points extracted from a reference image correctly correspond to one another; an input image difference area descriptor extracting step of extracting a descriptor of an area in the input image corresponding to a position of an image area obtained by performing a geometric transformation for correcting a geometric deviation between the input image and the reference image on a prescribed area of the reference image when a score based on the number of combinations of descriptors determined to correspond correctly in the determining step is equal to or larger than a prescribed value; and a descriptor matching step of matching the descriptor extracted in the extracting step with a descriptor extracted from the prescribed area of the reference image, and outputting a matching result.
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10. A computer-readable medium that stores a program causing a computer to function as:
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a local descriptor matching unit for determining whether or not respective descriptors of feature points extracted from an input image and respective descriptors of feature points extracted from a reference image correctly correspond to one another; an input image difference area descriptor extracting unit for extracting a descriptor of an area in the input image corresponding to a position of an image area obtained by performing a geometric transformation for correcting a geometric deviation between the input image and the reference image on a prescribed area of the reference image when a score based on the number of combinations of descriptors determined to correspond correctly by the local descriptor matching unit is equal to or larger than a prescribed value; and a descriptor matching unit for matching the descriptor extracted by the input image difference area descriptor extracting unit with a descriptor extracted from the prescribed area of the reference image, and for outputting a matching result.
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Specification